HMIC LLC built a controlled comparison between Pixal3D and TRELLIS.2 for six geometry stress conditions and tested the same character with fixed seeds across six geometry stress conditions.
Published
Signal category
Research & Knowledge
Quote
“Pixal3D and TRELLIS.2 are OPEN and authorized for commercial use, so we built a controlled comparison.”
— TJ Jung|HMIC LLC team
Company
HMIC LLC
Independent AI systems research, experimental tooling, and technical publishing.
- Industry
- Pharmaceutical Manufacturing
- Company size
- 1 employees
HMIC is a state governance practice. We build infrastructure for regulated industries where declared state must be preserved, verified, and authorized without trusting the system that recorded it. Our first release is the State-Governed Anchoring Protocol (SGAP), free open-source reference implementation ALCOA Rubberstamp is available at http://www.hmicai.com. Records anchored under SGAP cannot be backdated, altered, or quietly corrected, even by the operator. Programmed Interface Compression (PIC) is HMIC’s method for translating regulated workflows into compact, executable definitions that can be automated, validated, and scaled without losing their controls or provenance. Founded by TJ Jung, with 16 years in enterprise sales architecture and 11 years in biologics CDMO services. Based in Tucson, Arizona.
Founded 2026